The box of orchids had arrived at the office, a stark contrast to the utilitarian gray of the cubicle farm. He wanted to scream. John’s jaw was locked, his molars grinding together. He grabbed a pen, the plastic cold against his palm, and stabbed at the cardboard box. The floral arrangement, a flamboyant display of purple and white, was pure poison. He wanted to hurl them across the room, to smash the delicate blooms into a million pieces. The silence in the office was deafening. He considered calling HR, or maybe the police. The unknown was a physical weight on his chest.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256